Validation of an algorithm for continuous monitoring of atrial fibrillation using a consumer smartwatch

智能手表 医学 心房颤动 心脏病学 内科学 算法 可穿戴计算机 嵌入式系统 计算机科学
作者
Robert Avram,Mattheus Ramsis,Ashley D. Cristal,Viswam Nathan,Li Zhu,Jacob Kim,Jilong Kuang,Alex Jun Gao,Eric Vittinghoff,Linnea Rohdin-Bibby,Sarah Yogi,Emina Seremet,Valerie Carp,Fabio Badilini,Mark J. Pletcher,Gregory M. Marcus,DAVID W. MORTARA,Jeffrey E. Olgin
出处
期刊:Heart Rhythm [Elsevier BV]
卷期号:18 (9): 1482-1490 被引量:89
标识
DOI:10.1016/j.hrthm.2021.03.044
摘要

BACKGROUND: Consumer devices with broad reach may be useful in screening for atrial fibrillation (AF) in appropriate populations. However, currently no consumer devices are capable of continuous monitoring for AF. OBJECTIVE: The purpose of this study was to estimate the sensitivity and specificity of a smartwatch algorithm for continuous detection of AF from sinus rhythm in a free-living setting. METHODS: We studied a commercially available smartwatch with photoplethysmography (W-PPG) and electrocardiogram (W-ECG) capabilities. We validated a novel W-PPG algorithm combined with a W-ECG algorithm in a free-living setting, and compared the results to those of a 28-day continuous ECG patch (P-ECG). RESULTS: A total of 204 participants completed the free-living study, recording 81,944 hours with both P-ECG and smartwatch measurements. We found sensitivity of 87.8% (95% confidence interval [CI] 83.6%-91.0%) and specificity of 97.4% (95% CI 97.1%-97.7%) for the W-PPG algorithm (every 5-minute classification); sensitivity of 98.9% (95% CI 98.1%-99.4%) and specificity of 99.3% (95% CI 99.1%-99.5%) for the W-ECG algorithm; and sensitivity of 96.9% (95% CI 93.7%-98.5%) and specificity of 99.3% (95% CI 98.4%-99.7%) for W-PPG triggered W-ECG with a single W-ECG required for confirmation of AF. We found a very strong correlation of W-PPG in quantifying AF burden compared to P-ECG (r = 0.98). CONCLUSION: Our findings demonstrate that a novel algorithm using a commercially available smartwatch can continuously detect AF with excellent performance and that confirmation with W-ECG further enhances specificity. In addition, our W-PPG algorithm can estimate AF burden. Further research is needed to determine whether this algorithm is useful in screening for AF in select at-risk patients.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
Engen完成签到,获得积分10
刚刚
feifeiaym发布了新的文献求助30
刚刚
feifeiaym发布了新的文献求助10
刚刚
刚刚
刚刚
可爱画板完成签到,获得积分10
刚刚
天竹子完成签到,获得积分10
1秒前
李健的应助被躺着学采纳,获得10
1秒前
1秒前
1秒前
1秒前
feifeiaym发布了新的文献求助10
1秒前
1秒前
ziy完成签到,获得积分10
2秒前
Penny的应助被幽默的谷冬采纳,获得10
2秒前
白扣红杉发布了新的文献求助10
3秒前
3秒前
qingfeng完成签到,获得积分10
4秒前
feifeiaym发布了新的文献求助10
4秒前
feifeiaym发布了新的文献求助10
4秒前
愉快乐瑶完成签到,获得积分10
4秒前
4秒前
4秒前
5秒前
feifeiaym发布了新的文献求助10
5秒前
和谐小馒头的应助被QQ采纳,获得10
5秒前
Hzw完成签到,获得积分10
5秒前
肖坤完成签到,获得积分10
6秒前
听话的萤完成签到,获得积分10
6秒前
6秒前
薄荷和晓晓完成签到,获得积分10
6秒前
七七完成签到 ,获得积分10
6秒前
6秒前
6秒前
7秒前
feifeiaym发布了新的文献求助10
7秒前
7秒前
佳佳完成签到 ,获得积分10
7秒前
feifeiaym发布了新的文献求助10
7秒前
7秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Spec 401: Standards for Jet Fuel Facility and Equipment Commissioning and Flushing at Airports, 2026.1 (Original Issue) 1000
Spec 103: Standard for Jet Fuel Quality Control at Airports, Revision 2026.1 1000
Chinese Traditional Wisdom and Contemporary Education Values 600
AI Disclosure in Annual Reports: Evolution, Determinants, and Capital Market Participants’ Perceptions 500
5th World Conference on Detergents: Reinventing the Industry : Opportunities and Challenges 500
Erzählte Gnade 500
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 计算机科学 工程类 有机化学 化学工程 生物化学 物理 复合材料 内科学 催化作用 光电子学 人工智能 细胞生物学 无机化学 物理化学 数学
热门帖子
关注 科研通微信公众号,转发送积分 8104650
求助须知:如何正确求助?哪些是违规求助? 9513927
关于积分的说明 21489968
捐赠科研通 7681147
什么是DOI,文献DOI怎么找? 3409516
关于科研通互助平台的介绍 2537264
邀请新用户注册赠送积分活动 2449390